Integrase-mediated spacer acquisition during crispr–cas adaptive immunity

Integrase-mediated spacer acquisition during crispr–cas adaptive immunity


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ABSTRACT Bacteria and archaea insert spacer sequences acquired from foreign DNAs into CRISPR loci to generate immunological memory. The _Escherichia coli_ Cas1–Cas2 complex mediates spacer


acquisition _in vivo_, but the molecular mechanism of this process is unknown. Here we show that the purified Cas1–Cas2 complex integrates oligonucleotide DNA substrates into acceptor DNA to


yield products similar to those generated by retroviral integrases and transposases. Cas1 is the catalytic subunit and Cas2 substantially increases integration activity. Protospacer DNA


with free 3′-OH ends and supercoiled target DNA are required, and integration occurs preferentially at the ends of CRISPR repeats and at sequences adjacent to cruciform structures abutting


AT-rich regions, similar to the CRISPR leader sequence. Our results demonstrate the Cas1–Cas2 complex to be the minimal machinery that catalyses spacer DNA acquisition and explain the


significance of CRISPR repeats in providing sequence and structural specificity for Cas1–Cas2-mediated adaptive immunity. Access through your institution Buy or subscribe This is a preview


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ADDITIONAL ACCESS OPTIONS: * Log in * Learn about institutional subscriptions * Read our FAQs * Contact customer support SIMILAR CONTENT BEING VIEWED BY OTHERS GENOME EXPANSION BY A CRISPR


TRIMMER-INTEGRASE Article Open access 14 June 2023 HISTONES DIRECT SITE-SPECIFIC CRISPR SPACER ACQUISITION IN MODEL ARCHAEON Article 07 August 2023 ALTERNATIVE FUNCTIONS OF CRISPR–CAS


SYSTEMS IN THE EVOLUTIONARY ARMS RACE Article 06 January 2022 ACCESSION CODES PRIMARY ACCESSIONS GENE EXPRESSION OMNIBUS * GSE64552 DATA DEPOSITS Sequencing data are deposited in Gene


Expression Omnibus under accession number GSE64552. REFERENCES * Barrangou, R. et al. CRISPR provides acquired resistance against viruses in prokaryotes. _Science_ 315, 1709–1712 (2007)


Article  ADS  CAS  PubMed  Google Scholar  * van der Oost, J., Westra, E. R., Jackson, R. N. & Wiedenheft, B. Unravelling the structural and mechanistic basis of CRISPR–Cas systems.


_Nature Rev. Microbiol._ 12, 479–492 (2014) Article  CAS  Google Scholar  * Mojica, F. J., Diez-Villasenor, C., Garcia-Martinez, J. & Soria, E. Intervening sequences of regularly spaced


prokaryotic repeats derive from foreign genetic elements. _J. Mol. Evol._ 60, 174–182 (2005) Article  ADS  CAS  PubMed  Google Scholar  * Bolotin, A., Quinquis, B., Sorokin, A. &


Ehrlich, S. D. Clustered regularly interspaced short palindrome repeats (CRISPRs) have spacers of extrachromosomal origin. _Microbiology_ 151, 2551–2561 (2005) Article  CAS  PubMed  Google


Scholar  * Pourcel, C., Salvignol, G. & Vergnaud, G. CRISPR elements in _Yersinia pestis_ acquire new repeats by preferential uptake of bacteriophage DNA, and provide additional tools


for evolutionary studies. _Microbiology_ 151, 653–663 (2005) Article  CAS  PubMed  Google Scholar  * Stern, A., Keren, L., Wurtzel, O., Amitai, G. & Sorek, R. Self-targeting by CRISPR:


gene regulation or autoimmunity? _Trends in Genet._ 26, 335–340 (2010) Article  CAS  Google Scholar  * Carte, J., Wang, R., Li, H., Terns, R. M. & Terns, M. P. Cas6 is an


endoribonuclease that generates guide RNAs for invader defense in prokaryotes. _Genes Dev._ 22, 3489–3496 (2008) Article  CAS  PubMed  PubMed Central  Google Scholar  * Haurwitz, R. E.,


Jinek, M., Wiedenheft, B., Zhou, K. & Doudna, J. A. Sequence- and structure-specific RNA processing by a CRISPR endonuclease. _Science_ 329, 1355–1358 (2010) Article  ADS  CAS  PubMed 


PubMed Central  Google Scholar  * Deltcheva, E. et al. CRISPR RNA maturation by trans-encoded small RNA and host factor RNase III. _Nature_ 471, 602–607 (2011) Article  ADS  CAS  PubMed 


PubMed Central  Google Scholar  * Brouns, S. J. et al. Small CRISPR RNAs guide antiviral defense in prokaryotes. _Science_ 321, 960–964 (2008) Article  ADS  CAS  PubMed  PubMed Central 


Google Scholar  * Garneau, J. E. et al. The CRISPR/Cas bacterial immune system cleaves bacteriophage and plasmid DNA. _Nature_ 468, 67–71 (2010) Article  ADS  CAS  PubMed  Google Scholar  *


Jinek, M. et al. A programmable dual-RNA-guided DNA endonuclease in adaptive bacterial immunity. _Science_ 337, 816–821 (2012) Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  *


Yosef, I., Goren, M. G. & Qimron, U. Proteins and DNA elements essential for the CRISPR adaptation process in _Escherichia coli_. _Nucleic Acids Res._ 40, 5569–5576 (2012) Article  CAS 


PubMed  PubMed Central  Google Scholar  * Datsenko, K. A. et al. Molecular memory of prior infections activates the CRISPR/Cas adaptive bacterial immunity system. _Nature Commun._ 3, 945


(2012) Article  ADS  Google Scholar  * Swarts, D. C., Mosterd, C., van Passel, M. W. & Brouns, S. J. CRISPR interference directs strand specific spacer acquisition. _PLoS ONE_ 7, e35888


(2012) Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Nuñez, J. K. et al. Cas1–Cas2 complex formation mediates spacer acquisition during CRISPR–Cas adaptive immunity. _Nature


Struct. Mol. Biol._ 21, 528–534 (2014) Article  Google Scholar  * Wiedenheft, B. et al. Structural basis for DNase activity of a conserved protein implicated in CRISPR-mediated genome


defense. _Structure_ 17, 904–912 (2009) Article  CAS  PubMed  Google Scholar  * Babu, M. et al. A dual function of the CRISPR–Cas system in bacterial antivirus immunity and DNA repair. _Mol.


Microbiol._ 79, 484–502 (2011) Article  CAS  PubMed  Google Scholar  * Kim, T. Y., Shin, M., Huynh Thi Yen, L. & Kim, J. S. Crystal structure of Cas1 from Archaeoglobus fulgidus and


characterization of its nucleolytic activity. _Biochem. Biophys. Res. Commun._ 441, 720–725 (2013) Article  CAS  PubMed  Google Scholar  * Beloglazova, N. et al. A novel family of


sequence-specific endoribonucleases associated with the clustered regularly interspaced short palindromic repeats. _J. Biol. Chem._ 283, 20361–20371 (2008) Article  CAS  PubMed  PubMed


Central  Google Scholar  * Samai, P., Smith, P. & Shuman, S. Structure of a CRISPR-associated protein Cas2 from _Desulfovibrio vulgaris_. _Acta Crystallogr. Sect. F Struct. Biol. Cryst.


Commun._ 66, 1552–1556 (2010) Article  CAS  PubMed  PubMed Central  Google Scholar  * Nam, K. H. et al. Double-stranded endonuclease activity in _Bacillus halodurans_ clustered regularly


interspaced short palindromic repeats (CRISPR)-associated Cas2 protein. _J. Biol. Chem._ 287, 35943–35952 (2012) Article  CAS  PubMed  PubMed Central  Google Scholar  * Li, M. & Craigie,


R. Processing of viral DNA ends channels the HIV-1 integration reaction to concerted integration. _J. Biol. Chem._ 280, 29334–29339 (2005) Article  CAS  PubMed  Google Scholar  *


Cherepanov, P. LEDGF/p75 interacts with divergent lentiviral integrases and modulates their enzymatic activity _in vitro_. _Nucleic Acids Res._ 35, 113–124 (2007) Article  CAS  PubMed 


Google Scholar  * Hare, S. et al. A novel co-crystal structure affords the design of gain-of-function lentiviral integrase mutants in the presence of modified PSIP1/LEDGF/p75. _PLoS Pathog._


5, e1000259 (2009) Article  PubMed  PubMed Central  Google Scholar  * Yang, J. Y., Jayaram, M. & Harshey, R. M. Positional information within the Mu transposase tetramer: catalytic


contributions of individual monomers. _Cell_ 85, 447–455 (1996) Article  CAS  PubMed  Google Scholar  * Dinardo, S., Voelkel, K. A., Sternglanz, R., Reynolds, A. E. & Wright, A.


_Escherichia coli_ DNA topoisomerase I mutants have compensatory mutations in DNA gyrase genes. _Cell_ 31, 43–51 (1982) Article  CAS  PubMed  Google Scholar  * Pruss, G. J., Manes, S. H.


& Drlica, K. _Escherichia coli_ DNA topoisomerase I mutants: increased supercoiling is corrected by mutations near gyrase genes. _Cell_ 31, 35–42 (1982) Article  CAS  PubMed  Google


Scholar  * Chow, S. A., Vincent, K. A., Ellison, V. & Brown, P. O. Reversal of integration and DNA splicing mediated by integrase of human immunodeficiency virus. _Science_ 255, 723–726


(1992) Article  ADS  CAS  PubMed  Google Scholar  * Au, T. K., Pathania, S. & Harshey, R. M. True reversal of Mu integration. _EMBO J._ 23, 3408–3420 (2004) Article  CAS  PubMed  PubMed


Central  Google Scholar  * Engelman, A., Mizuuchi, K. & Craigie, R. HIV-1 DNA integration: mechanism of viral DNA cleavage and DNA strand transfer. _Cell_ 67, 1211–1221 (1991) Article 


CAS  PubMed  Google Scholar  * Mizuuchi, K. & Adzuma, K. Inversion of the phosphate chirality at the target site of Mu DNA strand transfer: evidence for a one-step transesterification


mechanism. _Cell_ 66, 129–140 (1991) Article  CAS  PubMed  Google Scholar  * Curcio, M. J. & Derbyshire, K. M. The outs and ins of transposition: from mu to kangaroo. _Nature Rev. Mol.


Cell Biol._ 4, 865–877 (2003) Article  CAS  Google Scholar  * Arslan, Z., Hermanns, V., Wurm, R., Wagner, R. & Pul, U. Detection and characterization of spacer integration intermediates


in type I-E CRISPR-Cas system. _Nucleic Acids Res._ 42, 7884–7893 (2014) Article  CAS  PubMed  PubMed Central  Google Scholar  * Tyson, G. W. & Banfield, J. F. Rapidly evolving CRISPRs


implicated in acquired resistance of microorganisms to viruses. _Environ. Microbiol._ 10, 200–207 (2008) CAS  PubMed  Google Scholar  * Sheflin, L. G. & Kowalski, D. Altered DNA


conformations detected by mung bean nuclease occur in promoter and terminator regions of supercoiled pBR322 DNA. _Nucleic Acids Res._ 13, 6137–6154 (1985) Article  CAS  PubMed  PubMed


Central  Google Scholar  * Goren, M. G., Yosef, I., Auster, O. & Qimron, U. Experimental definition of a clustered regularly interspaced short palindromic duplicon in _Escherichia coli_.


_J. Mol. Biol._ 423, 14–16 (2012) Article  CAS  PubMed  Google Scholar  * Savitskaya, E., Semenova, E., Dedkov, V., Metlitskaya, A. & Severinov, K. High-throughput analysis of type I-E


CRISPR/Cas spacer acquisition in _E. _ _coli_. _RNA Biol._ 10, 716–725 (2013) Article  CAS  PubMed  PubMed Central  Google Scholar  * Shmakov, S. et al. Pervasive generation of oppositely


oriented spacers during CRISPR adaptation. _Nucleic Acids Res._ 42, 5907–5916 (2014) Article  CAS  PubMed  PubMed Central  Google Scholar  * Deveau, H. et al. Phage response to


CRISPR-encoded resistance in Streptococcus thermophilus. _J. Bacteriol._ 190, 1390–1400 (2008) Article  CAS  PubMed  Google Scholar  * Semenova, E. et al. Interference by clustered regularly


interspaced short palindromic repeat (CRISPR) RNA is governed by a seed sequence. _Proc. Natl Acad. Sci. USA_ 108, 10098–10103 (2011) Article  ADS  CAS  PubMed  PubMed Central  Google


Scholar  * Westra, E. R. et al. Type I-E CRISPR-cas systems discriminate target from non-target DNA through base pairing-independent PAM recognition. _PLoS Genet._ 9, e1003742 (2013) Article


  CAS  PubMed  PubMed Central  Google Scholar  * Craigie, R. & Bushman, F. D. HIV DNA integration. _Cold Spring Harbor Perspect. Med._ 2, a006890 (2012) Article  Google Scholar  *


Nowotny, M. Retroviral integrase superfamily: the structural perspective. _EMBO Rep._ 10, 144–151 (2009) Article  CAS  PubMed  PubMed Central  Google Scholar  * Hochstrasser, M. L. &


Doudna, J. A. Cutting it close: CRISPR-associated endoribonuclease structure and function. _Trends Biochem. Sci._ 40, 58–66 (2015) Article  CAS  PubMed  Google Scholar  * Paleček, E. Local


supercoil-stabilized DNA structures. _Crit. Rev. Biochem. Mol. Biol._ 26, 151–226 (1991) Article  PubMed  Google Scholar  * Engelman, A. & Craigie, R. Efficient magnesium-dependent human


immunodeficiency virus type 1 integrase activity. _J. Virol._ 69, 5908–5911 (1995) CAS  PubMed  PubMed Central  Google Scholar  * Langmead, B., Trapnell, C., Pop, M. & Salzberg, S. L.


Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. _Genome Biol._ 10, R25 (2009) Article  PubMed  PubMed Central  Google Scholar  * Crooks, G. E., Hon, G.,


Chandonia, J. M. & Brenner, S. E. WebLogo: a sequence logo generator. _Genome Res._ 14, 1188–1190 (2004) Article  CAS  PubMed  PubMed Central  Google Scholar  Download references


ACKNOWLEDGEMENTS We are grateful to M. Chung, P. J. Kranzusch and A.V. Wright for technical assistance and members of the Doudna laboratory and J. Cate for discussions. This project was


funded by US National Science Foundation grant no. 1244557 to J.A.D. and by NIH grant AI070042 to A.E. This work used the Vincent J. Coates Genomics Sequencing Laboratory at UC Berkeley,


supported by NIH S10 Instrumentation Grants S10RR029668 and S10RR027303. J.K.N. is supported by a US National Science Foundation Graduate Research Fellowship and a UC Berkeley Chancellor’s


Graduate Fellowship. A.S.Y.L. is supported as an American Cancer Society Postdoctoral Fellow (PF-14-108-01-RMC). J.A.D. is an Investigator of the Howard Hughes Medical Institute and a member


of the Center for RNA Systems Biology. AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, California


94720, USA, James K. Nuñez, Amy S. Y. Lee & Jennifer A. Doudna * Center for RNA Systems Biology, University of California, Berkeley, Berkeley, California 94720, USA, Amy S. Y. Lee & 


Jennifer A. Doudna * Department of Cancer Immunology and AIDS, Dana-Farber Cancer Institute and Department of Medicine, Harvard Medical School, Boston, 02115, Massachusetts, USA Alan


Engelman * Howard Hughes Medical Institute, University of California, Berkeley, Berkeley, California 94720, USA, Jennifer A. Doudna * Department of Chemistry, University of California,


Berkeley, Berkeley, California 94720, USA, Jennifer A. Doudna * Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, 94720, California, USA Jennifer A. Doudna


Authors * James K. Nuñez View author publications You can also search for this author inPubMed Google Scholar * Amy S. Y. Lee View author publications You can also search for this author


inPubMed Google Scholar * Alan Engelman View author publications You can also search for this author inPubMed Google Scholar * Jennifer A. Doudna View author publications You can also search


for this author inPubMed Google Scholar CONTRIBUTIONS J.K.N. performed the biochemical experiments. A.S.Y.L. processed and analysed the high-throughput sequencing data. J.K.N., A.S.Y.L.,


A.E. and J.A.D. designed the study, analysed the data and wrote the manuscript. CORRESPONDING AUTHOR Correspondence to Jennifer A. Doudna. ETHICS DECLARATIONS COMPETING INTERESTS J.A.D. and


J.K.N. have filed a related patent application. EXTENDED DATA FIGURES AND TABLES EXTENDED DATA FIGURE 1 THE INTEGRATION REACTION IS DEPENDENT ON THE PRESENCE OF PROTOSPACERS, LOW SALT AND


DIVALENT METAL IONS. A, _In vitro_ integration assay alongside EcoRI- and Nb.BbvCI nickase-treated pCRISPR. B, Salt-dependence assay using Cas1 or Cas2 only and Cas1+Cas2. The titration


corresponds to 0, 25, 50, 100 and 200 nM KCl, in addition to the salt carried in from the reaction reagents. C, Integration assays in the presence of 10 mM EDTA, Mg2+, Mn2+ or no additive.


D, Integration assays with increasing protospacer concentrations. E, A comparison of post-reaction treatments as indicated. The data presented in A–E are representative of at least three


replicates. EXTENDED DATA FIGURE 2 CAS1 REQUIRES CAS2 FOR ROBUST PROTOSPACER INTEGRATION. A, Schematic of the integration assays using 32P-labelled protospacers (PDB code 4P6I for


Cas1–Cas2). B, Integration assays in the presence of increasing protein and 10 mM MnCl2. The titration corresponds to 0, 50, 100 and 200 nM protein. C, Same as B except in the presence of 10


 mM MgCl2. The data presented in B and C are representative of at least three replicates. EXTENDED DATA FIGURE 3 THE CATALYTIC ACTIVITY OF CAS1 IS REQUIRED FOR INTEGRATION. A, Close-up view


of the Cas1 active site with the conserved residues shown in stick configurations (PDB 4P6I). B, Integration assays of purified Cas1 active site mutants complexed with wild-type Cas2. C, The


same as B except using radiolabelled protospacers. The data presented in B and C are representative of at least three replicates. EXTENDED DATA FIGURE 4 BAND X CORRESPONDS TO TOPOISOMERS OF


PCRISPR. A, Agarose gel of purified relaxed and band X integration products. B, Analysis of the total reaction products, after phenol chloroform extraction and ethanol precipitation, on a


pre-stained agarose gel. C, Same as B except ethidium bromide staining was performed after electrophoresis. D, PCR amplification products of various segments of pCRISPR using the relaxed,


band X or pCRISPR template shown in A. The laddering effect of minor products using CRISPR locus primers likely reflects the propensity of CRISPR repeats to form DNA hairpins. The data


presented in A–D are representative of at least three replicates. EXTENDED DATA FIGURE 5 CAS1 CATALYSES THE DISINTEGRATION OF HALF-SITE INTEGRATED PROTOSPACERS. A, Schematic of the four


strands constituting the Y DNA substrate used in the disintegration assays. B, Native polyacrylamide gel analysis of the annealing products with either strand A or strand C radiolabelled. C,


Native polyacrylamide gel analysis of disintegration assay products using Y DNA substrates with strand A labelled. D, Denaturing gel analysis of the disintegration assay products with


strand A labelled. EXTENDED DATA FIGURE 6 CAS1–CAS2 CAN INTEGRATE VARIOUS LENGTHS OF DOUBLE-STRANDED DNA WITH BLUNT- OR 3′-OVERHANG ENDS INTO A SUPERCOILED TARGET PLASMID. A, Integration


assays using the indicated lengths of protospacer DNA. B, Integration assays using varying 5′ or 3′ overhang lengths. C, D, A comparison of integration assays using pCRISPR or


Nb.BbvCI-nicked pCRISPR target. E, Integration assay using different target plasmids with or without a CRISPR locus. The green arrows correspond to the relaxed product of each target and the


cyan arrows correspond to the band X product. The data presented in A–E are representative of at least three replicates. EXTENDED DATA FIGURE 7 CAS1 TYROSINE MUTANTS SUPPORT INTEGRATION


ACTIVITY _IN VITRO_. A, A close-up of the Cas1 active site with the tyrosine residues labelled in blue. B, Structure-based sequence alignment of Cas1 proteins, highlighting the tyrosine


residues mutated to alanine in this study. C, Radiolabelled protospacer integration assay of Cas1 tyrosine mutants complexed with wild-type Cas2. The gel presented in C is representative of


at least three replicates. EXTENDED DATA FIGURE 8 HIGH-THROUGHPUT SEQUENCING OF INTEGRATION PRODUCTS REVEALS SEQUENCE-SPECIFIC INTEGRATION. A, Schematic of the workflow for high-throughput


sequencing analysis of the integration sites. B, Raw map of the total reads along pCRISPR before collapsing into single peaks of protospacer–pCRISPR junctions depicted in Fig. 4. C, Same as


B, except for the pUC19 target. D, Sequence of the leader-end of the CRISPR locus in _E. coli_. E, F, WebLogo analysis from the −5 to +5 positions surrounding the protospacer integration


sites on the plus (E) and minus (F) of pCRISPR. The arrow points to the nucleotide that is covalently joined to the protospacer. G, H, Same as E, F, except for the pUC19 target. EXTENDED


DATA FIGURE 9 CAS1–CAS2 CORRECTLY ORIENTS THE PROTOSPACER DNA DURING INTEGRATION. A–F, Mapped integration sites along the CRISPR locus of pCRISPR when using protospacer DNA with nucleotide


ends ‘wild-type’ 3′ C and 3′ T (A), 3′ A and 3′ T (C), and 3′ C and 3′ C (E). The red arrow in C and E points to the nucleotide change in the protospacer DNA compared to the ‘wild-type’


sequence in A. The protospacer DNA 3′ nucleotide and the CRISPR locus strand biases in A, C, E are plotted in B, D and F, respectively, as percentages of integration events within the CRISPR


locus. The black and clear bars represent the (−) and (+) strands of the CRISPR locus, respectively. NS corresponds to not significant and _P_ < 0.0001 by chi-square test. The _n_ values


for B, D and F are 5,623, 5,685 and 12,453 reads along the CRISPR locus, respectively. EXTENDED DATA FIGURE 10 MODEL OF THE CRISPR–CAS ADAPTIVE IMMUNITY PATHWAY IN _E. COLI_. Mature


double-stranded protospacers bearing a 3′ C-OH are site-specifically integrated into the leader-end of the CRISPR locus. Correct protospacer integration (left) results in the 5′G/3′C as the


first nucleotide of the spacer, proximal to the leader. After transcription of the CRISPR locus and subsequent crRNA processing, foreign DNA destruction is initiated by strand-specific


recognition of the 3′-TTC-5′ PAM sequence in the target strand by the crRNA-guided Cascade complex. Incorrect protospacer integration (right) cannot initiate foreign DNA destruction due to


the inability for the crRNA to recognize the strand with the 3′-TTC-5′ PAM. Thus, foreign DNA interference during CRISPR–Cas adaptive immunity relies on the Cas1–Cas2 complex for correctly


orienting the protospacer during integration. POWERPOINT SLIDES POWERPOINT SLIDE FOR FIG. 1 POWERPOINT SLIDE FOR FIG. 2 POWERPOINT SLIDE FOR FIG. 3 POWERPOINT SLIDE FOR FIG. 4 POWERPOINT


SLIDE FOR FIG. 5 RIGHTS AND PERMISSIONS Reprints and permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Nuñez, J., Lee, A., Engelman, A. _et al._ Integrase-mediated spacer acquisition during


CRISPR–Cas adaptive immunity. _Nature_ 519, 193–198 (2015). https://doi.org/10.1038/nature14237 Download citation * Received: 06 November 2014 * Accepted: 15 January 2015 * Published: 18


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